Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "51"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 51 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 233 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 222 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_8542/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 51, Node 3:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.363532 9.972730 -0.708684 80.179773 -0.593054 27.635692 -1.113758 28.604482 0.0703 0.0558 0.0270 1.232719 1.196757
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.322418 17.292205 -0.957394 85.032359 -1.637849 38.308213 -0.868974 11.436315 0.0801 0.0532 0.0345 1.202080 1.164185
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 35.243637 36.497420 inf inf 44.129678 -0.330465 73.078325 -0.370307 nan nan nan nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.941193 20.685684 -0.736233 98.746865 -1.331871 32.917292 -0.456838 2.399936 0.0830 0.0526 0.0394 1.215457 1.174585
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.539313 24.567383 -0.456329 91.966471 -1.221498 35.508998 -0.864054 3.953079 0.0864 0.0505 0.0373 1.261578 1.223973
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.312574 22.463099 -0.653061 85.274332 2.214376 22.037941 -1.048545 16.493708 0.0761 0.0508 0.0305 1.207739 1.172282
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.009877 16.425586 -0.397754 103.972675 -1.265948 25.109891 -0.713546 12.955827 0.0548 0.0509 0.0281 1.235400 1.195124
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% -0.833836 21.039044 0.182114 139.058582 0.214400 15.636351 -0.590192 29.490943 nan nan nan 77.041615 1.925372
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.500772 18.551608 -0.907472 32.118372 -0.325570 11.581322 -0.283480 6.024023 0.0829 0.0473 0.0354 1.227764 1.198811
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.319783 26.023415 -1.200965 10.674430 -0.823556 10.161804 -1.427221 3.382785 0.0288 0.0274 0.0014 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.636687 24.310567 4.107419 114.629372 -0.587770 17.486572 -0.611382 8.425565 0.0781 0.0378 0.0353 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.339887 18.207151 0.651402 35.340400 -0.829923 23.643496 -0.187300 0.258198 0.0869 0.0378 0.0483 1.359508 1.316939
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.194454 15.754587 0.933012 32.115115 -1.417738 28.696454 -0.440689 0.316552 0.0599 0.0350 0.0322 1.222575 1.188193
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.750591 22.001977 0.400214 36.250735 -1.292503 23.190465 -0.132137 0.375696 0.0843 0.0356 0.0429 1.194989 1.159050
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.239098 16.624372 1.175624 37.118246 -1.370703 24.419276 -0.371105 0.157253 0.0640 0.0359 0.0306 1.299304 1.256323
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.040185 17.428929 1.311931 42.151727 -1.209823 27.407241 0.042587 1.489430 0.0849 0.0353 0.0462 0.899006 0.863241
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.293833 1.584418 -0.359557 2.469877 -1.425207 0.938997 -0.513027 1.225333 0.0276 0.0249 0.0017 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.438187 22.481871 0.390044 33.879377 -1.377164 25.150802 -0.632152 0.364870 0.0749 0.0335 0.0325 1.219035 1.183054
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.777861 17.558664 0.310247 27.179278 -1.087599 22.117626 -0.243833 1.051541 0.0915 0.0372 0.0404 1.188365 1.149890
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.971812 17.909376 0.204752 26.937763 -1.287189 16.964156 -0.009865 5.729655 0.0854 0.0400 0.0362 1.127292 1.082666
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.412442 16.643591 0.027085 25.812156 -1.017581 23.918538 0.472885 0.650224 0.0830 0.0355 0.0434 1.256190 1.221132
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.154154 16.898521 1.260473 44.383578 -1.260819 28.254204 -0.326792 1.446628 0.0865 0.0351 0.0439 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.455329 17.084554 0.330176 25.969345 -1.208208 17.986178 -0.195778 2.508726 0.0909 0.0369 0.0433 1.234343 1.191282
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.019629 1.385340 -0.220235 2.586030 0.243460 0.876714 -0.713307 1.370137 0.0279 0.0248 0.0017 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.411088 23.327477 -1.702730 37.878144 -1.029468 1.563437 -0.240586 4.651141 0.0591 0.0615 0.0397 1.219355 1.200884
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.180440 20.398375 0.342930 33.664702 -0.500304 10.361092 -0.100758 8.479595 0.0879 0.0476 0.0317 1.245619 1.205859
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.280542 17.285182 0.725179 33.627660 -1.415234 21.798890 -0.267686 -0.188765 0.0825 0.0349 0.0369 1.130109 1.097088
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -0.653330 -0.653330 -0.587619 -0.587619 0.714841 0.714841 0.182285 0.182285 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.087986 15.963600 -1.146676 35.740792 1.147033 2.357514 0.177562 0.687052 0.0878 0.0459 0.0364 1.194339 1.161247
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.533976 17.649139 -0.928909 68.160744 -0.700148 22.330603 -0.252491 1.587170 0.0884 0.0474 0.0369 0.886171 0.849713
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.362450 11.084251 -1.219182 17.595479 -0.257021 2.745870 0.134383 0.675962 0.0925 0.0380 0.0405 1.191136 1.159932
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.967038 9.534180 -1.098071 17.017691 0.341990 3.125362 0.128500 0.532438 0.0870 0.0359 0.0489 1.222343 1.192119
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.543445 14.064632 -1.380525 18.648607 0.166760 3.522997 -0.185176 0.826078 0.0823 0.0352 0.0336 1.208856 1.176404
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.427422 18.125718 1.523174 35.637131 -1.361302 23.488010 0.181633 1.300777 0.0901 0.0379 0.0452 1.188373 1.148760
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0275 0.0253 0.0009 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0874 0.0368 0.0389 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.062769 21.277160 2.558993 50.998358 3.424029 32.244461 0.123514 2.931009 0.0792 0.0343 0.0406 10.533803 1.320140
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.528727 10.983015 -1.752838 20.678718 -0.588340 4.306626 0.541652 0.998907 0.0836 0.0379 0.0395 1.218512 1.180293
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0295 0.0281 0.0011 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.171567 16.549241 1.478981 38.467017 -0.807161 23.036461 -0.208634 1.034898 0.0784 0.0369 0.0426 1.117290 1.078265
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.573963 23.984861 0.325111 77.877880 0.878526 1.902194 0.948464 1.102631 0.0867 0.0475 0.0376 1.250453 1.207322
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.147083 11.336878 2.546998 39.113416 0.907178 235.815694 0.844341 8.035856 0.0883 0.0433 0.0404 1.348623 1.306341
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.695942 15.315791 -1.616068 17.750898 -1.218253 5.291884 -0.367620 0.842796 0.0856 0.0395 0.0473 1.222586 1.181942
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.370569 27.178081 3.522430 66.297254 2.516490 31.780343 -0.033730 1.958363 0.0857 0.0348 0.0428 1.156439 1.117279
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.513325 12.245598 -1.297304 16.293994 -1.570109 5.367988 -0.372370 0.315155 0.1140 0.0424 0.0455 1.213066 1.164675
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.021960 13.075144 -1.126496 15.059430 -0.850162 3.791203 0.082844 -0.034303 0.1003 0.0378 0.0425 1.199390 1.153887
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.632586 18.653593 1.503043 36.148936 -0.239428 20.812984 -0.133965 1.425769 0.0882 0.0355 0.0431 1.192981 1.150659
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.404909 22.785958 2.231883 48.974246 0.287101 25.581678 -0.113915 0.781092 0.0914 0.0355 0.0443 0.882190 0.848626
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.846953 11.763723 -1.198834 15.298986 -0.857660 4.293885 -0.025448 0.397739 0.1159 0.0394 0.0479 1.227135 1.177892
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.719469 24.263233 2.442625 52.970772 0.449272 23.398891 -0.286120 1.557667 0.0985 0.0414 0.0440 1.091061 1.064706
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.192720 1.682324 -0.461801 2.817927 -0.710644 0.651952 -0.479649 1.228030 0.0313 0.0320 0.0018 nan nan
2459508 RF_maintenance 100.00% 0.00% 86.02% 0.00% 100.00% 0.00% -1.177097 30.844108 0.834589 51.449202 -0.101990 15.449578 0.240130 14.318522 0.9163 0.3050 0.4421 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.979849 28.197779 2.391236 49.899103 -0.236300 9.991940 -0.036730 1.415162 0.8900 0.0745 0.6323 14.171279 1.220065
2459503 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.234354 27.280622 2.611716 84.311605 2.801426 33.130170 -1.251288 2.750840 0.8633 0.1121 0.7230 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 51: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 90.242515 35.018771 4.589973 90.242515 25.470828 42.423778 19.071456 4.815551 -0.535871

Antenna 51: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 87.019920 8.792740 42.029287 20.064405 87.019920 23.131355 47.604043 -0.137052 3.127474

Antenna 51: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 37.667998 37.667998 6.894490 26.492885 5.355189 22.515855 9.679198 13.514064 -1.058505

Antenna 51: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 7.860824 0.048841 7.372118 -0.290377 7.860824 -3.333447 1.067691 -1.234789 4.067093

Antenna 51: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 27.779301 27.779301 3.276920 16.891512 3.916647 21.343173 8.151313 12.078620 -0.812597

Antenna 51: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 41.678712 1.233297 41.678712 4.026316 13.595768 7.477896 36.295676 -1.361292 15.855837

Antenna 51: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 108.193247 43.422560 0.222825 108.193247 -0.512165 19.964093 -1.414211 23.679284 0.999632

Antenna 51: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 43.510847 -0.147987 26.554778 -0.431057 43.510847 -0.527175 4.085812 0.453693 15.203716

Antenna 51: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 41.313755 27.059250 0.049107 41.313755 -0.318427 3.597282 -0.222568 11.428436 0.222356

Antenna 51: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 71.426246 39.565383 0.252683 71.426246 -0.541768 12.698658 -0.883849 14.028583 0.450285

Antenna 51: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 90.969938 46.078866 0.352444 90.969938 -0.807181 16.495010 -0.640740 12.674007 0.345387

Antenna 51: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 100.830513 0.760781 48.911902 -0.766604 100.830513 -1.248969 15.700298 1.042516 24.161898

Antenna 51: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 44.493137 0.487351 34.603419 -0.168123 44.493137 -0.332546 5.003803 0.216750 15.026291

Antenna 51: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 40.861846 31.497340 0.389192 40.861846 -0.073177 4.710396 -0.125594 11.237436 0.619326

Antenna 51: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 117.076115 56.059342 0.942016 117.076115 -0.630338 16.399171 0.397380 22.742309 2.695371

Antenna 51: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 48.831767 0.598526 36.595974 -0.127220 48.831767 -0.557627 5.801282 -0.473952 5.869821

Antenna 51: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 78.311342 47.591996 0.905504 78.311342 -0.127282 12.666432 -0.992287 24.022705 2.415743

Antenna 51: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 8.496405 0.937807 3.932716 -0.653038 6.152214 -1.290978 8.496405 2.070518 -2.131126

Antenna 51: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 1.161989 -1.061258 1.161989 -0.762950 0.855790 -1.818761 0.479967 -0.594143 -1.527003

Antenna 51: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 1.705500 0.161959 1.260875 -0.537838 1.705500 -0.546396 0.835277 0.666222 -1.072980

Antenna 51: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 1.682957 1.227876 -0.216473 1.682957 -0.476602 0.826640 -0.396035 -0.820633 0.634289

Antenna 51: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 2.123487 -0.002617 1.424609 -0.279258 1.208561 -1.112746 0.641467 2.123487 -1.006829

Antenna 51: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 2.831575 0.131688 2.831575 -0.331079 0.906653 -0.744446 -0.277093 0.700525 -1.057114

Antenna 51: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 4.494725 4.494725 0.778382 1.310435 -0.149884 -0.192885 -0.203992 -1.273874 0.494499

Antenna 51: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 7.543969 0.577626 4.718806 -0.786434 6.639322 -1.241357 7.543969 2.289227 -0.775675

Antenna 51: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 1.277576 0.340613 1.277576 -0.170327 1.111280 0.151291 -0.286752 0.922907 -1.449472

Antenna 51: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 3.049276 0.080707 1.668341 -0.373200 3.049276 -0.291578 0.002382 0.561226 -1.915256

Antenna 51: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 6.056395 3.601446 6.056395 0.029982 4.139586 0.145774 2.227610 4.554332 2.278709

Antenna 51: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 11.562544 5.420062 7.870292 1.059484 7.038082 3.202173 9.422715 11.562544 4.258328

Antenna 51: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 8.816307 0.660301 2.793982 -0.871203 8.816307 0.710751 5.149156 2.229983 -1.196658

Antenna 51: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 1.936293 1.714378 -0.226984 1.936293 -0.726434 1.460803 -0.670949 -1.295442 0.802406

Antenna 51: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 6.613674 6.613674 4.158751 3.925234 0.100130 6.334289 2.732092 2.415167 6.225140

Antenna 51: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 7.110892 5.847336 3.453940 4.431327 -0.084299 4.373857 -0.318020 3.084424 7.110892

Antenna 51: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 7.327146 7.327146 4.498095 4.914874 0.025910 6.902955 -0.429851 3.494497 6.831430

Antenna 51: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 7.370376 3.286601 5.630551 -0.108167 4.578827 -0.233610 7.370376 3.888245 1.847034

Antenna 51: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 5.860416 4.794161 2.675624 3.871171 -0.041076 5.860416 2.447556 1.779781 5.309051

Antenna 51: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 9.072413 3.579245 1.919510 3.266703 -0.219916 9.072413 0.753017 3.943315 8.693889

Antenna 51: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 12.818869 5.317404 3.295874 3.814759 0.005659 12.818869 2.729563 4.977529 11.069260

Antenna 51: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 5.504175 4.205076 2.301372 3.410256 -0.315871 5.504175 0.173677 2.192223 4.373515

Antenna 51: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 7.853972 0.872251 5.250137 -0.636954 7.853972 -0.737585 6.068060 2.701108 -1.300095

Antenna 51: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Variability 4.545065 4.059567 2.305705 3.188043 -0.231656 0.325883 4.545065 2.492641 3.515321

Antenna 51: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 14.067788 3.283005 5.069236 0.191050 3.475052 3.220717 5.926880 14.067788 2.836613

Antenna 51: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 9.890194 3.243412 5.011093 -0.082558 2.570314 1.557839 9.890194 8.701189 3.477334

Antenna 51: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 8.654701 2.554456 4.286762 -0.097205 3.103883 3.642259 8.436487 8.654701 4.272540

Antenna 51: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 7.598295 0.453580 4.162520 -0.855696 7.598295 -1.249106 6.820533 1.167728 -1.695286

Antenna 51: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 6.767065 5.692344 3.528760 3.604810 0.119681 5.285703 1.637425 4.073011 6.767065

Antenna 51: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 8.022241 4.220179 0.312880 8.022241 -0.850996 6.107933 -0.598706 -0.561744 1.383205

Antenna 51: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 3.461017 2.162547 1.084977 1.708076 -0.299149 3.461017 0.277638 0.103732 2.530474

Antenna 51: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Variability 6.220506 2.445737 1.343405 2.535078 -0.146073 6.220506 1.597014 1.755253 4.030437

Antenna 51: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Power 7.918897 0.323842 3.726907 -0.986730 7.918897 -0.886432 6.661513 3.035691 -0.499775

Antenna 51: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance ee Temporal Discontinuties 2.299260 0.668477 -0.054226 -1.410924 -0.452229 -1.646704 -1.114927 0.585149 2.299260

Antenna 51: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Temporal Variability 5.627459 1.707612 0.064343 3.057693 0.335134 5.627459 -0.294521 0.900955 2.249203

Antenna 51: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance ee Temporal Discontinuties 10.954279 3.725218 0.200470 6.247166 0.717334 2.301264 -0.137591 4.316877 10.954279

Antenna 51: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance ee Temporal Variability 9.364810 3.229937 0.502243 8.625098 1.373316 6.871405 9.364810 1.277918 2.981538

Antenna 51: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Power 7.335141 0.613497 0.274018 -0.190368 7.335141 0.188704 0.756129 2.219293 0.394182

Antenna 51: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Power 3.319480 0.308047 0.610908 3.319480 -0.757448 0.495993 0.221117 -0.374802 0.914014

Antenna 51: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance ee Temporal Discontinuties 13.863673 13.237465 13.237465 12.673059 12.673059 10.043184 10.043184 13.863673 13.863673

Antenna 51: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Temporal Variability -0.471343 -0.510697 -0.510697 -0.553155 -0.553155 -0.471343 -0.471343 -0.482079 -0.482079

Antenna 51: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance ee Shape 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000

Antenna 51: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 RF_maintenance nn Temporal Variability 5.688803 3.118875 0.014576 5.529055 -0.433420 5.688803 -1.024884 -0.977882 1.273620

Antenna 51: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Temporal Discontinuties 8.784842 0.267221 0.558731 -0.137500 8.020010 -0.772855 4.003408 -0.497821 8.784842

Antenna 51: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 3.513152 -0.359122 0.172834 -0.551843 3.513152 -0.960989 0.442241 -0.476161 3.125610

Antenna 51: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 7.263346 -0.304723 0.246915 0.019508 7.263346 -1.294639 1.256229 3.547737 1.838654

Antenna 51: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 8.036568 -0.287666 0.477835 0.084921 8.036568 -0.972259 0.285085 2.514826 0.532800

Antenna 51: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Temporal Variability 81.297884 0.755106 1.476580 0.956352 6.296862 81.297884 51.983846 1.349345 -0.622256

Antenna 51: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 51: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 11.310666 4.138950 2.502561 10.246936 11.310666 4.230170 1.145633 -1.181399 0.779947

Antenna 51: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 10.842502 5.128905 3.227899 9.715769 10.842502 4.618504 4.234453 -1.463609 0.815186

Antenna 51: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 13.845470 2.867483 4.835973 13.845470 12.784263 1.494467 3.113365 0.394534 -1.745500

Antenna 51: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 16.526853 4.596453 3.269928 13.974930 16.526853 9.826669 2.888030 -2.812037 2.939956

Antenna 51: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 13.181701 3.183569 4.427717 13.181701 12.037412 3.610615 12.128324 2.043155 -2.052574

Antenna 51: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 13.655815 4.897418 3.090848 12.904592 13.655815 8.333630 5.917010 -2.304856 1.936498

Antenna 51: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 14.346830 4.116020 2.415730 12.769439 14.346830 5.159094 1.747691 -1.238901 1.469709

Antenna 51: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Temporal Variability 19.698977 5.739224 3.780734 11.515336 13.582831 19.698977 9.086906 -2.975522 4.298973

Antenna 51: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 51: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 17.809839 10.729001 5.348394 17.809839 4.144927 8.631418 -0.550910 1.073159 2.843715

Antenna 51: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Temporal Variability 18.516373 4.599771 5.172332 13.147513 13.273086 17.376526 18.516373 12.352401 14.637150

Antenna 51: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 35.933637 2.875431 3.525977 35.933637 10.612034 1.064195 8.565035 4.582934 -4.513075

Antenna 51: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Shape 4.645289 0.085480 4.645289 1.825978 -0.062333 -1.061042 0.275732 -0.121102 1.728691

Antenna 51: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Power 65.015175 4.692704 7.498850 17.092353 65.015175 27.214666 33.848002 -2.821205 6.710074

Antenna 51: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Shape 10.853759 10.853759 7.932266 5.943575 8.427075 2.236319 0.906745 1.947228 -0.303075

Antenna 51: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 94.540443 27.184424 29.861725 94.540443 7.225157 28.485820 15.736245 14.649235 9.422132

Antenna 51: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 84.418423 23.421037 21.885882 5.436609 84.418423 16.606307 31.794237 9.325684 5.949402

Antenna 51: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 70.790114 25.207048 29.332100 70.790114 4.728590 32.505795 16.447921 10.369866 2.141886

Antenna 51: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 60.858673 25.480636 32.269508 60.858673 4.867491 22.325547 10.456725 11.382342 2.529967

Antenna 51: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance nn Power 57.555341 25.344940 -0.185370 57.555341 0.313856 28.515595 0.630595 9.043615 2.636267

Antenna 51: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 3 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan